CultureTalk-ID - Language Steering into Local Languages: leaderboard

Metric: GlotLID accuracy (%; share of zero-shot dialogue continuations written in the requested local language when steered from an Indonesian dialogue; higher is better). Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview)92.7
2GPT-5.173.9
3Command A31.6
4Sailor2-8B-Chat23.7
5gemma2-9B-cpt-sahabatai-v1-instruct13.7
6Llama 3.1 8B Instruct9.2
7Gemma 2 9B (IT)7.8
8Qwen 3 8B1.5

Interactive version: theaggregate.ai/benchmark?slug=culturetalk-id-language-steering-into-local-languages · How It Works · Data refreshed daily, snapshot 2026-09-29.